Introduction to manufacturing models - Manufacturing system – Types and principles - Manufacturing models - types & uses - Physical models - Mathematical models - Model uses - Model building

Introduction to assembly lines - Line balancing algorithm - COMSOL random sequence generation - Ranked positional weight heuristics - Optimal solutions, Practical issues - Mixed models, Sequencing, Unplaced lines - Shop scheduling with many products, order release, flow shop sequencing - Single and two machine flow shops - Job shop scheduling

Principle, Sensors for Process Monitoring - Online and offline quality control - Quality parameter design - Direct Monitoring of fault based on process signals - Condition monitoring of manufacturing systems - principles - Sensors for Monitoring force, vibration and noise - Selection of sensors and monitoring techniques - Agile manufacturing, flexible manufacturing - Enterprise integration and factory information system - CBS: Industry 4.0

MRP, MRP II - Shop floor control - Factory data collection systems - Automatic identification methods - Bar code technology, two-dimensional Bar Codes - Radio frequency identification - Automated data collection System, Agile manufacturing - Flexible manufacturing - Enterprise integration and factory information system

Machine Learning - Impacts of machine learning - Concept of Artificial Intelligence - Conceptual learning - Artificial Neural Networks - Biological Neuron - Artificial Neuron - Types of Neural networks - Applications in Manufacturing - CBS: Introduction to Automated ML (AutoML)